We present a linear prediction algorithm which is \twice universal," over parameters and model orders, for individual sequences under the square-error loss function. The sequentially accumulated mean-square prediction error is as good as any linear predictor of order up to some M. Following an approach taken in many prediction problems we transform the linear prediction problem into a sequentia...